A non-parametric approach to extending generic binary classifiers for multi-classification.
Venkataraman SanthanamVlad I. MorariuDavid HarwoodLarry S. DavisPublished in: Pattern Recognit. (2016)
Keyphrases
- binary classifiers
- multi class
- binary classification
- multiclass classification
- multi class classification
- multi label classification
- binary classification problems
- multiclass problems
- training samples
- hyperplane
- cross validation
- multi class learning
- error correcting output codes
- class probabilities
- support vector
- decision trees
- feature vectors
- pattern recognition
- svm classifier
- cost sensitive
- image classification
- support vector machine
- pairwise
- support vector machine svm
- similarity measure
- feature extraction
- benchmark datasets
- text categorization
- generalization ability
- knn
- learning problems
- classification algorithm